A hybrid metaheuristic for the prize-collecting single machine scheduling problem with sequence-dependent setup times

被引:12
|
作者
Wang, Xianpeng [1 ]
Tang, Lixin [1 ]
机构
[1] Northeastern Univ, Logist Inst, Liaoning Key Lab Mfg Syst & Logist, Shenyang 110004, Peoples R China
基金
中国国家自然科学基金;
关键词
Prize-collecting single machine scheduling; Sequence-dependent setup times; Orienteering problem; Mixed integer linear programming model; Hybrid metaheuristic; PARTICLE SWARM OPTIMIZATION; SCATTER SEARCH; ALGORITHM; HEURISTICS;
D O I
10.1016/j.cor.2009.12.010
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper investigates a single machine scheduling problem with strong industrial background, named the prize-collecting single machine scheduling problem with sequence-dependent setup times. In this problem, there are n candidate jobs for processing in a single machine, each job has a weight (or profit) and a processing time, and during processing a symmetric sequence-dependent setup time exists between two consecutive jobs. Since there is a maximum available time limitation of the machine, it is generally impossible to complete the processing of all the candidate jobs within this time limitation. The objective is to find a job processing sequence of maximal job weights (or profits) over a subset of all candidate jobs whose makespan does not exceed the given time limitation. This problem can be considered as an application of the orienteering problem (OP) in the field of discrete manufacturing. We formulate this problem as a mixed integer linear programming (MILP) model and propose a hybrid metaheuristic combining the structures of scatter search and variable neighborhood search. Computational results on a large number of randomly generated instances with different structures show that the proposed hybrid metaheuristic outperforms CPLEX and two metaheuristics proposed for the OP. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1624 / 1640
页数:17
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